Data Masking for Chinese Electronic Medical Records with Named Entity Recognition

With the rapid development of information technology,the electronifi-cation of medical records has gradually become a trend.In China,the population base is huge and the supporting medical institutions are numerous,so this reality drives the conversion of paper medical records to electronic medical records.Electronic medical records are the basis for establishing a smart hospital and an important guarantee for achieving medical intelligence,and the massive amount of electronic medical record data is also an important data set for conducting research in the medical field.However,electronic medical records contain a large amount of private patient information,which must be desensitized before they are used as open resources.Therefore,to solve the above problems,data masking for Chinese electronic medical records with named entity recognition is proposed in this paper.Firstly,the text is vectorized to satisfy the required format of the model input.Secondly,since the input sentences may have a long or short length and the relationship between sentences in context is not negligible.To this end,a neural network model for named entity recognition based on bidirectional long short-term memory(BiLSTM)with conditional random fields(CRF)is constructed.Finally,the data masking operation is performed based on the named entity recog-nition results,mainly using regular expression filtering encryption and principal component analysis(PCA)word vector compression and replacement.In addi-tion,comparison experiments with the hidden markov model(HMM)model,LSTM-CRF model,and BiLSTM model are conducted in this paper.The experi-mental results show that the method used in this paper achieves 92.72%Accuracy,92.30%Recall,and 92.51%F1_score,which has higher accuracy compared with other models.

Innovative Practice of Medical Chinese Teaching Based on Constructivism Theory

Based on constructivism theory and task-driven teaching methods,medical Chinese teaching gradually transitions from the current teaching mode to a“student-centered”teaching mode.The ideological elements are integrated into the medical Chinese teaching curriculum,guiding students in acquiring medical Chinese language skills while instilling a spirit of humanistic care and professional ethics inherent in the medical profession.

Application and mechanisms of Sanhua Decoction in the treatment of cerebral ischemia-reperfusion injury

Cerebral ischemia-reperfusion is a process in which the blood supply to the brain is temporarily interrupted and subsequently restored.However,it is highly likely to lead to further aggravation of pathological damage to ischemic tissues or the nervous system.,and has accordingly been a focus of extensive clinical research.As a traditional Chinese medicinal formulation,Sanhua Decoction has gradually gained importance in the treatment of cerebrovascular diseases.Its main constituents include Citrus aurantium,Magnolia officinalis,rhubarb,and Qiangwu,which are primarily used to regulate qi.In the treatment of neurological diseases,the therapeutic effects of the Sanhua Decoction are mediated via different pathways,including antioxidant,anti-inflammatory,and neurotransmitter regu-latory pathways,as well as through the protection of nerve cells and a reduction in cerebral edema.Among the studies conducted to date,many have found that the application of Sanhua Decoction in the treatment of neurological diseases has clear therapeutic effects.In addition,as a natural treatment,the Sanhua Decoction has received widespread attention,given that it is safer and more effective than traditional Western medicines.Consequently,research on the mechanisms of action and efficacy of the Sanhua Decoctions in the treatment of cerebral ischemia-reperfusion injury is of considerable significance.In this paper,we describe the pathogenesis of cerebral ischemia-reperfusion injury and review the current status of its treatment to examine the therapeutic mechanisms of action of the Sanhua Decoction.We hope that the findings of the research presented herein will contribute to a better understanding of the efficacy of this formulation in the treatment of cerebral ischemia-reperfusion,and provide a scientific basis for its application in clinical practice.

Nigel Wiseman:Modern Texts,Classics,Terminology,and Language-learning Material

In this article,I trace my career from an early interest in language that eventually led me to engage in Chinese medical translation.Born in the United Kingdom in 1954,I gained a Bachelor of Arts degree in German and Spanish from the University of Heriot-Watt,Edinburgh.Subsequent study of Chinese took me to Taiwan,China,where I gained an interest in Chinese medicine and developed a coherent linguistic approach to Chinese medical term translation,which I and various colleagues have systematically applied in the translation and compilation of numerous works spanning modern texts,classics,dictionaries,and language-learning materials.Our translation approach,though conforming to principles universally recognized by translation theorists,has proven to be highly controversial,with opponents in both Western and Chinese circles.

International Transmission of Chinese Medical Culture: Problems and Solutions

International transmission of Chinese medical culture is of great importance for the worldwide spread of traditional Chinese culture, which faces many problems, like the serious impact from western medicine and other traditional medicines, low professional quality of its practitioners, language barriers, etc. It's urgent to propose some practical solutions.

Biofeedback therapy improves motor function following stroke Meta-analysis of 14 articles from Chinese Medical Institutions

OBJECTIVE： To evaluate feasibility of biofeedback therapy in China Medical Institutions to improve dysfunction following stroke. DATA SOURCE： A computer-based online search of publications was conducted using the Vip and PubMed Databases to identify publications that addressed biofeedback. The search key words included ＂electromyogram＂, ＂biofeedback＂, and ＂stroke＂. In total, 81 articles were retrieved. DATA SELECTION： Studies closely related to biofeedback, or studies with contents recently published in the same study field or in authorized journals, were included. Duplicated articles were excluded. Following full-text retrieval of selected articles, a total of 14 articles were collected, which addressed randomized, controlled trials of biofeedback therapy for dysfunction after stroke. Methodological quality was assessed for randomized, controlled trials using criteria from Cochrane reviewers＇ handbook. Results were analyzed using Revman 4.2 software. MAIN OUTCOME MEASURES： Outcomes and evaluation indices were expressed by odds ratio （OR）, weighted mean difference （WMD）, and 95% confidence interval （95% CO. Potential publication bias was presented using the funnel plot. RESULTS： The study included 14 randomized, controlled trials of 1 147 patients. Following biofeedback therapy, meta-analysis results demonstrated that： （1） The total effective rate was significantly greater in the biofeedback therapy group compared with the control group [OR = 3.46, 95% Cl （2.09, 5.73）, P = 0.62]. （2） Electromyogram changes were better in biofeedback therapy patients compared to the control group [WMD= 22.31, 95% C/（17.19, 27.43）, P〈 0.001]. （3） Motor function was better in biofeedback therapy patients compared with the control group [WMD = 12.43, 95% CI （6.71, 18.16）, P 〈 0.001]. （4） Daily living activities were better in biofeedback therapy patients compared with the control group [WMD= 18.11, 95% C/（15.77, 20.44）, P= 0.36]. （5） Joint range of motion was better in biofeedback therapy patients compared with the control group [WMD = 6.43, 95% Cl （4.44, 8.41）, P = 0.77]. Sensitivity analysis also demonstrated similar results after eliminating articles that described unknown diagnostic criteria and statistical methods. CONCLUSION： Following stroke, biofeedback therapy for dysfunction was shown to result in significant and valid outcomes, increased motor function and electromyogram values, improved joint range of motion, and improved daily living activities.

Efficacy of combining traditional Chinese medicine fumigation with Western medicine for diabetic peripheral neuropathy:A systematic review and meta-analysis

Objective:A systematic review and meta-analysis was conducted to evaluate the effectiveness of supplementing Western medicine with Traditional Chinese medicine(TCM)fumigation in patients with diabetic peripheral neuropathy.Methods:The China Biomedical Literature,Chinese full-text periodical,China National Knowledge Infrastructure,WanFang,PubMed,EMbase,and Cochrane Library databases were searched for relevant randomized controlled trials published from inception through May 2015.The methodological quality of eligible studies was evaluated using the Cochrane Risk Bias Assessment tool,and summarized effects were calculated using Reviewer Manager 5.1 software.Subgroup analysis was conducted based on the duration of intervention.Results:The initial search identified 312 relevant studies,of which 40 randomized controlled trials involving 3497 patients were eligible for analysis.The results indicated that TCM fumigation significantly improved the curative effects[risk ratio(RR)=1.34,95%CI(confidence interval):1.29e1.39],common peroneal motor nerve conduction velocity[standard mean difference(SMD)=2.93,95%CI:2.26e3.61],common peroneal sensory nerve conduction velocity(SMD=2.23,95%CI:1.46e3.01),and plasma viscosity(SMD=1.02,95%CI:1.35e0.69)compared to Western medicine alone(all p<0.01).A subgroup analysis indicated that the curative effects were significant after 15 days(RR=1.31,95%CI:1.21e1.42),30 days(RR=1.33,95%CI:1.26e1.40),and 60 days(RR=1.50,95%CI:1.32e1.71)of combined treatment(all p<0.01).

Automatic Keyphrase Extraction from Scientific Chinese Medical Abstracts Based on Character-Level Sequence Labeling

Purpose:Automatic keyphrase extraction(AKE)is an important task for grasping the main points of the text.In this paper,we aim to combine the benefits of sequence labeling formulation and pretrained language model to propose an automatic keyphrase extraction model for Chinese scientific research.Design/methodology/approach:We regard AKE from Chinese text as a character-level sequence labeling task to avoid segmentation errors of Chinese tokenizer and initialize our model with pretrained language model BERT,which was released by Google in 2018.We collect data from Chinese Science Citation Database and construct a large-scale dataset from medical domain,which contains 100,000 abstracts as training set,6,000 abstracts as development set and 3,094 abstracts as test set.We use unsupervised keyphrase extraction methods including term frequency(TF),TF-IDF,TextRank and supervised machine learning methods including Conditional Random Field(CRF),Bidirectional Long Short Term Memory Network(BiLSTM),and BiLSTM-CRF as baselines.Experiments are designed to compare word-level and character-level sequence labeling approaches on supervised machine learning models and BERT-based models.Findings:Compared with character-level BiLSTM-CRF,the best baseline model with F1 score of 50.16%,our character-level sequence labeling model based on BERT obtains F1 score of 59.80%,getting 9.64%absolute improvement.Research limitations:We just consider automatic keyphrase extraction task rather than keyphrase generation task,so only keyphrases that are occurred in the given text can be extracted.In addition,our proposed dataset is not suitable for dealing with nested keyphrases.Practical implications:We make our character-level IOB format dataset of Chinese Automatic Keyphrase Extraction from scientific Chinese medical abstracts(CAKE)publicly available for the benefits of research community,which is available at:https://github.com/possible1402/Dataset-For-Chinese-Medical-Keyphrase-Extraction.Originality/value:By designing comparative experiments,our study demonstrates that character-level formulation is more suitable for Chinese automatic keyphrase extraction task under the general trend of pretrained language models.And our proposed dataset provides a unified method for model evaluation and can promote the development of Chinese automatic keyphrase extraction to some extent.

Chinese medical service and medical education in urgent need of reform in the context of public welfare-based medical reform

After six years＇medical reform,about 7.8 billion person-times of medical service has been achieved by2014,and the number of persons covered by basic medical insurance for urban employees,basic medical insurance for urban residents,and new rural cooperative medical insurance exceeded 1.3 billion,of which the coverage ratio reached as high as over 95%,establishing the largest basic medical security network in the world.

NUMERICAL INVESTIGATION OF EFFECT OF ROLLING MANIPULATION OF TRADITIONAL CHINESE MEDICAL MASSAGE ON BLOOD FLOW

The hemodynamic mechanism of rolling manipulation (RM) of traditional Chinese medical massage (TCMM) is investigated. An axisymmetrical nonlinear model and an arbitrary Lagrangian-Eulerian finite element method (ALE-FEM) with rezoning algorithm were introduced to study the viscous flow through an axisymmetrical rigid tube with axially moving stenosis to simulate the rolling manipulation. Flow rate and wall shear stress were obtained by solving complete Navier-Stokes equations numerically. The numerical results show that the stenosis moving frequency, namely the frequency of rolling manipulation, has great effect on the disturbance of flow and the wall shear stress. The stenosis coefficient, which characterizes the severity of the stenosis, another adjustable parameter in rolling manipulation, also shows the significant effect on flow rate and wall shear stress. These numerical results may provide some data that can be taken into consideration when massage is used in clinic.

On Standard Nomenclature of Basic Chinese Medical Terms(IV)

ETIOLOGICAL TERMSIn traditional Chinese medicine, etiology is commonly called "cause of disease". The various factors that may cause disease are called "pathogenic factors". In the past they were classified into three categories: "exogenous factors", "endogenous factors", and "non-exo-endogenous factors". In the modern textbooks this tri-causal hypothesis is not so widely used, while a new classification has been developed.

Progresses in Integrated Traditional Chinese and Western Medical Research on Reproductive Immunology

Reproductive immunology is a crossed subject of reproductive biology and immunobiology. Great progresses have been achieved in the subject along with the deep development in life science. Modern reproductive immunology includes immunological regulation of fertility, materno-fetal immuno-regu-lation, and neuro-reproductive endocrino-immune network. With the integrated traditional Chinese and western medicine (ICWM) applied to reproductive immunology it has been greatly enriched in research contents and depth. The present review is to introduce the recent progresses in research of integrated medicine on reproductive immunology.

Chinese medical students’interest in COVID-19 pandemic

BACKGROUND The outbreak of coronavirus disease 2019(COVID-19)happened in early December and it has affected China in more ways than one.The societal response to the pandemic restricted medical students to their homes.Although students cannot learn about COVID-19 through clinical practice,they can still pay attention to news of COVID-19 through various channels.Although,as suggested by previous studies,some medical students have already volunteered to serve during the COVID-19 pandemic,the overall willingness of Chinese medical students to volunteer for such has not been systematically examined.AIM To study Chinese medical students’interest in the relevant knowledge on COVID-19 and what roles they want to play in the pandemic.METHODS Medical students at Peking Union Medical College were surveyed via a webbased questionnaire to obtain data on the extent of interest in the relevant knowledge on COVID-19,attitude towards volunteerism in the pandemic,and career preference.Logistic regression modeling was used to investigate possible factors that could encourage volunteerism among this group in a pandemic.RESULTS A total of 552 medical students responded.Most medical students showed a huge interest in COVID-19.The extent of students’interest in COVID-19 varied among different student-classes(P<0.05).Senior students had higher scores than the other two classes.The number of people who were‘glad to volunteer’in COVID-19 represented 85.6%of the respondents.What these students expressed willingness to undertake involved direct,indirect,and administrative job activities.Logistic regression analysis identified two factors that negatively influenced volunteering in the pandemic:Student-class and hazards of the voluntary job.Factors that positively influenced volunteering were time to watch COVID-19 news,predictable impact on China,and moral responsibility.CONCLUSION More innovative methods can be explored to increase Chinese medical students’interest in reading about the relevant knowledge on COVID-19 and doing voluntary jobs during the pandemic.

Evaluation of Medical Cost Lost Due to Smoking in Chinese Cities

Smoking induces substantial diseases burden on both individual and the whole society.To identify the true smoking-attributable economic loss, we introduce medical cost accounting as a means to calculate disease-speciflc medical cost, including inpatient and outpatient cost of those diseases caused by smoking. Medical cost is defined as health fesource consumption in terms of money. Cost is allocated to departrpent and services according to coeffcient of benefit and operation time. The study in 1988 indicates that total smoking-attributable medical cost is 2.32 billion RMB Yuan in China, 1.70 billion RMB Yuan for outpatient, 0.62 billion RMB Yuan for inpatient. If indirect cost is included, the cost will be greater. Chronic obstructive emphysema has the highest proportion (55.41%) in smoking attributable medical cost

Wang Jimin(王吉民)and History of Chinese Medicine(《中国医史》)

Wang Jimin was not only a distinguished medical historian in modem China and an academician of the International Academy of the History of Science but also an originator of the first Museum of Chinese Medical[History and of the Chinese Medical History Society.This study briefly introduces Wang’s family academic history,his groundbreaking achievements in studies on medical history and the first monograph of History of Chinese Medicine(English edition)in China.It also reviews the foundation of the first Museum of Chinese Medical History.

On Standard Nomenclature of Basic Chinese Medical Terms(Ⅲ B)

Blood in Western medicine and血〔xue〕inTCM refer to the same substance,but some writ-ers insisted the use of xue or hsueh for TCM be-cause the latter’s knowledge about blood is differ-

Distribution and Elimination of Lead Species in Soils Related to GAP of Chinese Medicinal Materials of Ligusticum Chuanxiong Hort

In this paper, the sequential extraction procedure was used for the selection of fractions of lead in seven stages corresponding to lead exchangeable, lead bounded to carbonates, to manganese oxides, to organic matters, to amorphous iron, and lead associated to crystallized iron, and to residuals. The vertical distributions of lead species were carried out in the soils related to good agriculture progress (GAP) of Chinese medical materials of Ligusticum chuanxiong Hort in Dujiangyan city and Wenchuan Co...

Role of traditional Chinese medicine in incomplete immune reconstitution of HIV/AIDS:a review

Despite continuous progress,the prevention and treatment of human immunodeficiency virus(HIV)/acquired immune deficiency syndrome(AIDS)remain the world’s most serious public health challenges.A key problem is the degree of immune function reconstruction after antiretroviral therapy.Antiretroviral therapy has enriched the treatment of HIV/AIDS and improved the present conditions and the life quality of HIV/AIDS patients.However,some patients still fail to achieve normalization of CD4+T lymphocyte counts although persistent virological suppression.These patients are referred to as immunological non-responders,and usually present with severe immunological dysfunction.To date,since the underlying mechanism of incomplete immune reconstitution in HIV/AIDS has not been fully elucidated,remaining to be the focus and difficulties of current research.It is still a challenge to explore a safe,effective,and reliable therapeutic method for immunological non-responders.Due to fewer side effects and lower drug resistance,traditional Chinese medicine is often sought to provide alternative pharmacotherapy for regulating the immunity of immunological non-responders in China.In this review,we aimed at summarizing the latest and most comprehensive information on traditional Chinese medicine therapeutic methods for promoting immune reconstruction.In addition,outlooks and perspectives for possible future research that related are also discussed.